Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56776	TPA	Jesse Schultz	1973-12-12	—	—	1059 Sage Ct, San Antonio, TX, 78274	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-122969	ENR	Anna M Powell	1946-10-25	UHC-86202-91	3936651404	5670 Canyon Rd, Charlotte, NC, 28255	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-124004	ENR	Thmas Jacobs	1961-11-02	UHC-97013-20	8247339637	7633 Grand Ave, Eden Prairie, MN, 55383	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101660	ENR	Christopher Coleman	1950-04-12	UHC-32322-15	5972886469	1911 Ocean Ave, Miami, FL, 33172	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141911	ENR	Salazar Brenda	1989-06-02	UHC-15544-04	5575157216	3821 Lake View Rd, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429877	CLM	Luis Stevens	2002-07-18	—	3082697885	7599 Grand Ave, Sacramento, CA, 95850	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-132608	ENR	Joan U Garcia	1956-02-10	UHC-53327-82	2386854636	5420 Market St # 292, Eden Prairie, MN, 55374	0.64	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-104731	ENR	Elijah Stephens	1960-12-16	UHC-35712-96	9089421924	6193 Cedar Ln, Eden Prairie, MN, 55393	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122587	ENR	Kayla J Meyer	1971-06-20	UHC-10261-34	6646778162	4813 Market St, Phoenix, AZ, 85041	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-417366	CLM	Linda Z Garrett	1979-03-06	UHC-28085-18	—	9696 Pine Dr, Glendale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-50355	TPA	Wei Patterson	1949-07-04	—	9183319313	4830 Elm St, San Antonio, TX, 78235	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133217	ENR	Nathan Daniels	1989-12-19	UHC-66938-10	5436652455	7743 Spring St, Glendale, AZ, 85345	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-118926	ENR	Janet Z Adams	1969-08-27	UHC-23374-71	7675949447	161 Park Pl, Atlanta, GA, 30399	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401440	CLM	Bruce Chavez	1940-08-25	—	—	6883 Indian School Rd, Fresno, CA, 93735	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142106	ENR	Terry Q Duncan	1972-11-17	UHC-55410-43	8857135600	8349 Sunset Blvd, Fresno, CA, 93726	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21015	PRV	Marry K Rgers	1943-04-11	UHC-81130-66	4768194588	3310 Washington St, Scottsdale, AZ, 85202	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103591	ENR	Amanda Burton	1974-06-26	UHC-03306-23	8609514650	9383 Camelback Rd # 591, Sacramento, CA, 95828	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-402361	CLM	Cheryl T Henry	2000-07-14	—	5877259033	9407 Oak St, Fresno, CA, 93788	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-119536	ENR	Peter T Gilbert	1961-12-23	UHC-05029-61	3182530104	4458 Canyon Rd, Tucson, AZ, 85775	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-131196	ENR	Anna H Wong	1955-01-13	UHC-35977-69	6014153615	3418 Indian School Rd, Las Vegas, NV, 89196	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404396	CLM	Ryan Rojas	1967-03-17	UHC-73873-93	9157674523	3825 Apache Blvd, San Diego, CA, 92125	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-143031	ENR	Patrick Carpenter	1944-07-07	UHC-58366-34	2456011294	8951 Willow Ct, Nashville, TN, 37241	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137416	ENR	Julia O Ortega	1949-04-12	UHC-48319-96	—	2489 Camelback Rd # 902, Orlando, FL, 32874	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
PRV-24521	PRV	Timothy Weber	—	—	—	3331 Mountain View Dr, Plano, TX, 75003	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-429820	CLM	Mateo Chen	1996-08-28	—	—	2874 Ocean Ave, Charlotte, NC, 28257	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-114919	ENR	Sharon R Hill	2000-12-09	UHC-83800-64	9092736722	2193 Ocean Ave, Houston, TX, 77009	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25414	PRV	Jonathan Ferguson	1982-06-09	—	—	4690 Forest Ave Apt 2, Gilbert, AZ, 85276	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-426840	CLM	Gary Hlmes	1991-05-26	UHC-63810-47	—	8860 Lincoln Way, Orlando, FL, 32833	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
CLM-401257	CLM	Linda O Carr	1950-10-05	UHC-14169-74	8186480228	27 Forest Ave, Columbus, OH, 43209	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133059	ENR	Theresa I Jordan	2003-10-04	UHC-42470-04	—	9194 Ocean Ave, Mesa, AZ, 85257	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-413981	CLM	Kayla H Watkins	1977-02-06	—	—	5154 Harbor Blvd, Mesa, AZ, 85267	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-407665	CLM	Carolyn J Shaw	1950-11-15	UHC-40375-01	6667622497	1489 Cedar Ln, Tampa, FL, 33694	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118106	ENR	Dennis F Spencer	1993-03-21	UHC-64143-17	2505984817	230 Sunset Blvd, Austin, TX, 78739	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-425629	CLM	Lius Green	1964-04-24	UHC-57723-18	—	873 Indian School Rd, Fresno, CA, 93783	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-106147	ENR	Jacob A Elliott	1986-05-14	UHC-71005-90	3314483986	8435 Camelback Rd, Sacramento, CA, 95809	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407129	CLM	Christian Yang	1945-08-01	UHC-31026-34	9002477102	8005 Willow Ct, Austin, TX, 78785	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402140	CLM	Bruce Johsnton	1975-08-10	—	2452831145	3273 Harbor Blvd, Dallas, TX, 75275	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57521	TPA	Dylan Torres	1986-09-23	—	—	9469 Market St Apt 20, Scottsdale, AZ, 85200	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-106975	ENR	Ryan Espinoza	1953-10-13	UHC-91480-48	—	6100 Desert Sky Blvd, Austin, TX, 78740	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-111684	ENR	Austin C Wallace	2003-07-05	UHC-67833-86	9107209131	1868 Spring St, Las Vegas, NV, 89187	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51748	TPA	Jeremy Snyder	1997-11-27	UHC-72167-18	—	4178 Park Pl, Jacksonville, FL, 32209	0.64	Name re-cased ZIP+4 trimmed Gender normalised Plan code upper-cased+2 more
ENR-123496	ENR	Bryan Sandoval	1971-04-14	UHC-04047-70	3945181348	1005 Bayshore Dr, Seattle, WA, 98195	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-62728	TPA	Dylan Lynch	1999-03-16	—	—	5219 Baseline Rd, Orlando, FL, 32866	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-100696	ENR	Jacob G Gomez	1951-07-05	UHC-46357-44	—	3679 Union St, Sacramento, CA, 95811	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-129469	ENR	Shirley D Fowler	1979-06-04	UHC-65949-87	7106862961	5090 Canyon Rd, Eden Prairie, MN, 55390	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125100	ENR	Fatima Bryant	1992-08-14	UHC-41018-08	7372781105	4105 Valley View Dr, Gilbert, AZ, 85247	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21577	PRV	John Snyder	—	UHC-19895-89	—	1460 Church St, San Diego, CA, 92181	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-110243	ENR	Zachary B Aguilar	1944-03-27	UHC-52452-64	3964151017	6999 Palm Dr, Jacksonville, FL, 32209	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-119785	ENR	Brandon T Mason	1943-03-06	UHC-06018-39	5088505003	2976 Palm Dr, Minneapolis, MN, 55487	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-63828	TPA	Wayne Wallace	1997-06-12	—	—	919 Ridge Rd, Las Vegas, NV, 89125	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more

39,996 rows, page 188 of 800Previous Next